{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-title"
    ]
   },
   "source": [
    "# k-Nearest Neighbor (kNN) exercise\n",
    "\n",
    "*Complete and hand in this completed worksheet (including its outputs and any supporting code outside of the worksheet) with your assignment submission. For more details see the [assignments page](http://vision.stanford.edu/teaching/cs231n/assignments.html) on the course website.*\n",
    "\n",
    "The kNN classifier consists of two stages:\n",
    "\n",
    "- During training, the classifier takes the training data and simply remembers it\n",
    "- During testing, kNN classifies every test image by comparing to all training images and transfering the labels of the k most similar training examples\n",
    "- The value of k is cross-validated\n",
    "\n",
    "In this exercise you will implement these steps and understand the basic Image Classification pipeline, cross-validation, and gain proficiency in writing efficient, vectorized code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "# Run some setup code for this notebook.\n",
    "\n",
    "import random\n",
    "import numpy as np\n",
    "from cs231n.data_utils import load_CIFAR10\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# This is a bit of magic to make matplotlib figures appear inline in the notebook\n",
    "# rather than in a new window.\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "# Some more magic so that the notebook will reload external python modules;\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Clear previously loaded data.\n",
      "Training data shape:  (50000, 32, 32, 3)\n",
      "Training labels shape:  (50000,)\n",
      "Test data shape:  (10000, 32, 32, 3)\n",
      "Test labels shape:  (10000,)\n"
     ]
    }
   ],
   "source": [
    "# Load the raw CIFAR-10 data.\n",
    "cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n",
    "\n",
    "# Cleaning up variables to prevent loading data multiple times (which may cause memory issue)\n",
    "try:\n",
    "   del X_train, y_train\n",
    "   del X_test, y_test\n",
    "   print('Clear previously loaded data.')\n",
    "except:\n",
    "   pass\n",
    "\n",
    "X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "\n",
    "# As a sanity check, we print out the size of the training and test data.\n",
    "print('Training data shape: ', X_train.shape)\n",
    "print('Training labels shape: ', y_train.shape)\n",
    "print('Test data shape: ', X_test.shape)\n",
    "print('Test labels shape: ', y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x576 with 80 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize some examples from the dataset.\n",
    "# We show a few examples of training images from each class.\n",
    "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "num_classes = len(classes)\n",
    "samples_per_class = 8\n",
    "for y, cls in enumerate(classes):\n",
    "    idxs = np.flatnonzero(y_train == y)\n",
    "    idxs = np.random.choice(idxs, samples_per_class, replace=False)\n",
    "    for i, idx in enumerate(idxs):\n",
    "        plt_idx = i * num_classes + y + 1\n",
    "        plt.subplot(samples_per_class, num_classes, plt_idx)\n",
    "        plt.imshow(X_train[idx].astype('uint8'))\n",
    "        plt.axis('off')\n",
    "        if i == 0:\n",
    "            plt.title(cls)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5000, 3072) (500, 3072)\n"
     ]
    }
   ],
   "source": [
    "# Subsample the data for more efficient code execution in this exercise\n",
    "num_training = 5000\n",
    "mask = list(range(num_training))\n",
    "X_train = X_train[mask]\n",
    "y_train = y_train[mask]\n",
    "\n",
    "num_test = 500\n",
    "mask = list(range(num_test))\n",
    "X_test = X_test[mask]\n",
    "y_test = y_test[mask]\n",
    "\n",
    "# Reshape the image data into rows\n",
    "X_train = np.reshape(X_train, (X_train.shape[0], -1))\n",
    "X_test = np.reshape(X_test, (X_test.shape[0], -1))\n",
    "print(X_train.shape, X_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [],
   "source": [
    "from cs231n.classifiers import KNearestNeighbor\n",
    "\n",
    "# Create a kNN classifier instance. \n",
    "# Remember that training a kNN classifier is a noop: \n",
    "# the Classifier simply remembers the data and does no further processing \n",
    "classifier = KNearestNeighbor()\n",
    "classifier.train(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We would now like to classify the test data with the kNN classifier. Recall that we can break down this process into two steps: \n",
    "\n",
    "1. First we must compute the distances between all test examples and all train examples. \n",
    "2. Given these distances, for each test example we find the k nearest examples and have them vote for the label\n",
    "\n",
    "Lets begin with computing the distance matrix between all training and test examples. For example, if there are **Ntr** training examples and **Nte** test examples, this stage should result in a **Nte x Ntr** matrix where each element (i,j) is the distance between the i-th test and j-th train example.\n",
    "\n",
    "**Note: For the three distance computations that we require you to implement in this notebook, you may not use the np.linalg.norm() function that numpy provides.**\n",
    "\n",
    "First, open `cs231n/classifiers/k_nearest_neighbor.py` and implement the function `compute_distances_two_loops` that uses a (very inefficient) double loop over all pairs of (test, train) examples and computes the distance matrix one element at a time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 5000)\n"
     ]
    }
   ],
   "source": [
    "# Open cs231n/classifiers/k_nearest_neighbor.py and implement\n",
    "# compute_distances_two_loops.\n",
    "\n",
    "# Test your implementation:\n",
    "dists = classifier.compute_distances_two_loops(X_test)\n",
    "print(dists.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can visualize the distance matrix: each row is a single test example and\n",
    "# its distances to training examples\n",
    "plt.imshow(dists, interpolation='none')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def showSortedImg(sort_index, data):\n",
    "    img_num_show = 10\n",
    "    for i in range(img_num_show):\n",
    "        plt.subplot(1, img_num_show, i+1)\n",
    "        img = data[sort_index[i]].reshape(32,32,3).astype('uint8')\n",
    "        plt.imshow(img)\n",
    "    plt.show()\n",
    "    \n",
    "# axis=1 means column, “-” means ASC, white bar, otherwise DSC, black bar\n",
    "showSortedImg(np.argsort(dists.sum(axis=1)), X_test)\n",
    "showSortedImg(np.argsort(-dists.sum(axis=1)), X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then try the \"X_train\" data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "showSortedImg(np.argsort(dists.sum(axis=0)), X_train)\n",
    "showSortedImg(np.argsort(-dists.sum(axis=0)), X_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-inline"
    ]
   },
   "source": [
    "**Inline Question 1** \n",
    "\n",
    "Notice the structured patterns in the distance matrix, where some rows or columns are visible brighter. (Note that with the default color scheme black indicates low distances while white indicates high distances.)\n",
    "\n",
    "- What in the data is the cause behind the distinctly bright rows?\n",
    "- What causes the columns?\n",
    "\n",
    "$\\color{blue}{\\textit Your Answer:}$ \n",
    "\n",
    "- *As you can see in the previous step, the background of those images which is similar to many other images is black. Because there are many other images have a deep color on its margin, while the white part of those images are rarely seen in other images, which will cause a large difference, so will generate the whilte bar*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- *The reason is the same.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 137 / 500 correct => accuracy: 0.274000\n"
     ]
    }
   ],
   "source": [
    "# Now implement the function predict_labels and run the code below:\n",
    "# We use k = 1 (which is Nearest Neighbor).\n",
    "y_test_pred = classifier.predict_labels(dists, k=1)\n",
    "# Compute and print the fraction of correctly predicted examples\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You should expect to see approximately `27%` accuracy. Now lets try out a larger `k`, say `k = 5`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 145 / 500 correct => accuracy: 0.290000\n"
     ]
    }
   ],
   "source": [
    "y_test_pred = classifier.predict_labels(dists, k=6)\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You should expect to see a slightly better performance than with `k = 1`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-inline"
    ]
   },
   "source": [
    "**Inline Question 2**\n",
    "\n",
    "We can also use other distance metrics such as L1 distance.\n",
    "For pixel values $p_{ij}^{(k)}$ at location $(i,j)$ of some image $I_k$, \n",
    "\n",
    "the mean $\\mu$ across all pixels over all images is $$\\mu=\\frac{1}{nhw}\\sum_{k=1}^n\\sum_{i=1}^{h}\\sum_{j=1}^{w}p_{ij}^{(k)}$$\n",
    "And the pixel-wise mean $\\mu_{ij}$ across all images is \n",
    "$$\\mu_{ij}=\\frac{1}{n}\\sum_{k=1}^np_{ij}^{(k)}.$$\n",
    "The general standard deviation $\\sigma$ and pixel-wise standard deviation $\\sigma_{ij}$ is defined similarly.\n",
    "\n",
    "Which of the following preprocessing steps will not change the performance of a Nearest Neighbor classifier that uses L1 distance? Select all that apply.\n",
    "1. Subtracting the mean $\\mu$ ($\\tilde{p}_{ij}^{(k)}=p_{ij}^{(k)}-\\mu$.)\n",
    "2. Subtracting the per pixel mean $\\mu_{ij}$  ($\\tilde{p}_{ij}^{(k)}=p_{ij}^{(k)}-\\mu_{ij}$.)\n",
    "3. Subtracting the mean $\\mu$ and dividing by the standard deviation $\\sigma$.\n",
    "4. Subtracting the pixel-wise mean $\\mu_{ij}$ and dividing by the pixel-wise standard deviation $\\sigma_{ij}$.\n",
    "5. Rotating the coordinate axes of the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "$\\color{blue}{\\textit Your Answer:}$\n",
    "\n",
    "`1,3,5` will not change the performance.\n",
    "\n",
    "$\\color{blue}{\\textit Your Explanation:}$\n",
    "\n",
    "For `1` and `3`, both of them is substract a const value to all images, which will not cause any different.\n",
    "\n",
    "For `5`, rotate the coordinate will not effect.\n",
    "\n",
    "But for `2`, the whiter image will be much blacker, and the blacker one will be slighter blacker, which will cause them have the same mean. Intuitively, it will increase the performance.\n",
    "\n",
    "For `4`, the sharper the image, the darker it will be. It doesn't make any sense! Intitively, it will decreas the performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "tags": [
     "pdf-ignore-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "One loop difference was: 0.000000\n",
      "Good! The distance matrices are the same\n"
     ]
    }
   ],
   "source": [
    "# Now lets speed up distance matrix computation by using partial vectorization\n",
    "# with one loop. Implement the function compute_distances_one_loop and run the\n",
    "# code below:\n",
    "\n",
    "dists_one = classifier.compute_distances_one_loop(X_test)\n",
    "\n",
    "# To ensure that our vectorized implementation is correct, we make sure that it\n",
    "# agrees with the naive implementation. There are many ways to decide whether\n",
    "# two matrices are similar; one of the simplest is the Frobenius norm. In case\n",
    "# you haven't seen it before, the Frobenius norm of two matrices is the square\n",
    "# root of the squared sum of differences of all elements; in other words, reshape\n",
    "# the matrices into vectors and compute the Euclidean distance between them.\n",
    "difference = np.linalg.norm(dists - dists_one, ord='fro')\n",
    "print('One loop difference was: %f' % (difference, ))\n",
    "if difference < 0.001:\n",
    "    print('Good! The distance matrices are the same')\n",
    "else:\n",
    "    print('Uh-oh! The distance matrices are different')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": true,
    "tags": [
     "pdf-ignore-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(500, 5000)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Now implement the fully vectorized version inside compute_distances_no_loops\n",
    "# and run the code\n",
    "dists_two = classifier.compute_distances_no_loops(X_test)\n",
    "dists_two.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No loop difference was: 0.000000\n",
      "Good! The distance matrices are the same\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# check that the distance matrix agrees with the one we computed before:\n",
    "difference = np.linalg.norm(dists - dists_two, ord='fro')\n",
    "print('No loop difference was: %f' % (difference, ))\n",
    "if difference < 0.001:\n",
    "    print('Good! The distance matrices are the same')\n",
    "else:\n",
    "    print('Uh-oh! The distance matrices are different')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "id": "no_loop",
    "tags": [
     "pdf-ignore-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Two loop version took 67.305241 seconds\n",
      "One loop version took 47.820983 seconds\n",
      "No loop version took 0.648287 seconds\n"
     ]
    }
   ],
   "source": [
    "# Let's compare how fast the implementations are\n",
    "def time_function(f, *args):\n",
    "    \"\"\"\n",
    "    Call a function f with args and return the time (in seconds) that it took to execute.\n",
    "    \"\"\"\n",
    "    import time\n",
    "    tic = time.time()\n",
    "    f(*args)\n",
    "    toc = time.time()\n",
    "    return toc - tic\n",
    "\n",
    "two_loop_time = time_function(classifier.compute_distances_two_loops, X_test)\n",
    "print('Two loop version took %f seconds' % two_loop_time)\n",
    "\n",
    "one_loop_time = time_function(classifier.compute_distances_one_loop, X_test)\n",
    "print('One loop version took %f seconds' % one_loop_time)\n",
    "\n",
    "no_loop_time = time_function(classifier.compute_distances_no_loops, X_test)\n",
    "print('No loop version took %f seconds' % no_loop_time)\n",
    "\n",
    "# You should see significantly faster performance with the fully vectorized implementation!\n",
    "\n",
    "# NOTE: depending on what machine you're using, \n",
    "# you might not see a speedup when you go from two loops to one loop, \n",
    "# and might even see a slow-down."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cross-validation\n",
    "\n",
    "We have implemented the k-Nearest Neighbor classifier but we set the value k = 5 arbitrarily. We will now determine the best value of this hyperparameter with cross-validation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "tags": [
     "code"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4000, 3072)\n",
      "k = 1, accuracy = 0.263000\n",
      "k = 1, accuracy = 0.257000\n",
      "k = 1, accuracy = 0.264000\n",
      "k = 1, accuracy = 0.278000\n",
      "k = 1, accuracy = 0.266000\n",
      "k = 3, accuracy = 0.257000\n",
      "k = 3, accuracy = 0.263000\n",
      "k = 3, accuracy = 0.273000\n",
      "k = 3, accuracy = 0.282000\n",
      "k = 3, accuracy = 0.270000\n",
      "k = 5, accuracy = 0.265000\n",
      "k = 5, accuracy = 0.275000\n",
      "k = 5, accuracy = 0.295000\n",
      "k = 5, accuracy = 0.298000\n",
      "k = 5, accuracy = 0.284000\n",
      "k = 8, accuracy = 0.272000\n",
      "k = 8, accuracy = 0.295000\n",
      "k = 8, accuracy = 0.284000\n",
      "k = 8, accuracy = 0.298000\n",
      "k = 8, accuracy = 0.290000\n",
      "k = 10, accuracy = 0.272000\n",
      "k = 10, accuracy = 0.303000\n",
      "k = 10, accuracy = 0.289000\n",
      "k = 10, accuracy = 0.292000\n",
      "k = 10, accuracy = 0.285000\n",
      "k = 12, accuracy = 0.271000\n",
      "k = 12, accuracy = 0.305000\n",
      "k = 12, accuracy = 0.285000\n",
      "k = 12, accuracy = 0.289000\n",
      "k = 12, accuracy = 0.281000\n",
      "k = 15, accuracy = 0.260000\n",
      "k = 15, accuracy = 0.302000\n",
      "k = 15, accuracy = 0.292000\n",
      "k = 15, accuracy = 0.292000\n",
      "k = 15, accuracy = 0.285000\n",
      "k = 20, accuracy = 0.268000\n",
      "k = 20, accuracy = 0.293000\n",
      "k = 20, accuracy = 0.291000\n",
      "k = 20, accuracy = 0.287000\n",
      "k = 20, accuracy = 0.286000\n",
      "k = 50, accuracy = 0.273000\n",
      "k = 50, accuracy = 0.291000\n",
      "k = 50, accuracy = 0.274000\n",
      "k = 50, accuracy = 0.267000\n",
      "k = 50, accuracy = 0.273000\n",
      "k = 100, accuracy = 0.261000\n",
      "k = 100, accuracy = 0.272000\n",
      "k = 100, accuracy = 0.267000\n",
      "k = 100, accuracy = 0.260000\n",
      "k = 100, accuracy = 0.267000\n"
     ]
    }
   ],
   "source": [
    "num_folds = 5\n",
    "k_choices = [1, 3, 5, 8, 10, 12, 15, 20, 50, 100]\n",
    "\n",
    "X_train_folds = []\n",
    "y_train_folds = []\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Split up the training data into folds. After splitting, X_train_folds and    #\n",
    "# y_train_folds should each be lists of length num_folds, where                #\n",
    "# y_train_folds[i] is the label vector for the points in X_train_folds[i].     #\n",
    "# Hint: Look up the numpy array_split function.                                #\n",
    "################################################################################\n",
    "# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "# pass\n",
    "X_train_folds = np.array_split(X_train, num_folds)\n",
    "y_train_folds = np.array_split(y_train, num_folds)\n",
    "# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "# A dictionary holding the accuracies for different values of k that we find\n",
    "# when running cross-validation. After running cross-validation,\n",
    "# k_to_accuracies[k] should be a list of length num_folds giving the different\n",
    "# accuracy values that we found when using that value of k.\n",
    "k_to_accuracies = {}\n",
    "\n",
    "\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Perform k-fold cross validation to find the best value of k. For each        #\n",
    "# possible value of k, run the k-nearest-neighbor algorithm num_folds times,   #\n",
    "# where in each case you use all but one of the folds as training data and the #\n",
    "# last fold as a validation set. Store the accuracies for all fold and all     #\n",
    "# values of k in the k_to_accuracies dictionary.                               #\n",
    "################################################################################\n",
    "# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "def trainAccuracy(X_train, y_train, X_test, y_test, k=1):\n",
    "    classifier = KNearestNeighbor()\n",
    "    classifier.train(X_train, y_train)\n",
    "    dists = classifier.compute_distances_no_loops(X_test)\n",
    "    y_test_pred = classifier.predict_labels(dists, k)\n",
    "    num_correct = np.sum(y_test_pred == y_test)\n",
    "    num_test = len(y_test)\n",
    "    accuracy = float(num_correct) / num_test\n",
    "    return accuracy\n",
    "\n",
    "def shrinkItem(X_train_folds, i):\n",
    "    shrinked = []\n",
    "    for j in range(len(X_train_folds)):\n",
    "        if j != i:\n",
    "            shrinked.extend(X_train_folds[j])\n",
    "    return np.array(shrinked)\n",
    "    \n",
    "# print(shrinkItem(X_train_folds, i).shape)\n",
    "\n",
    "for k in k_choices:\n",
    "    accuracys = []\n",
    "    for i in range(num_folds):\n",
    "        accuracy = trainAccuracy(shrinkItem(X_train_folds, i), shrinkItem(y_train_folds, i), X_train_folds[i], y_train_folds[i], k)\n",
    "        accuracys.append(accuracy)\n",
    "    k_to_accuracies[k] = accuracys\n",
    "\n",
    "# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "# Print out the computed accuracies\n",
    "for k in sorted(k_to_accuracies):\n",
    "    for accuracy in k_to_accuracies[k]:\n",
    "        print('k = %d, accuracy = %f' % (k, accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "tags": [
     "pdf-ignore-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the raw observations\n",
    "for k in k_choices:\n",
    "    accuracies = k_to_accuracies[k]\n",
    "    plt.scatter([k] * len(accuracies), accuracies)\n",
    "\n",
    "# plot the trend line with error bars that correspond to standard deviation\n",
    "accuracies_mean = np.array([np.mean(v) for k,v in sorted(k_to_accuracies.items())])\n",
    "accuracies_std = np.array([np.std(v) for k,v in sorted(k_to_accuracies.items())])\n",
    "plt.errorbar(k_choices, accuracies_mean, yerr=accuracies_std)\n",
    "plt.title('Cross-validation on k')\n",
    "plt.xlabel('k')\n",
    "plt.ylabel('Cross-validation accuracy')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "id": "cross_validation"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 137 / 500 correct => accuracy: 0.274000\n"
     ]
    }
   ],
   "source": [
    "# Based on the cross-validation results above, choose the best value for k,   \n",
    "# retrain the classifier using all the training data, and test it on the test\n",
    "# data. You should be able to get above 28% accuracy on the test data.\n",
    "best_k = 1\n",
    "\n",
    "classifier = KNearestNeighbor()\n",
    "classifier.train(X_train, y_train)\n",
    "y_test_pred = classifier.predict(X_test, k=best_k)\n",
    "\n",
    "# Compute and display the accuracy\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-inline"
    ]
   },
   "source": [
    "**Inline Question 3**\n",
    "\n",
    "Which of the following statements about $k$-Nearest Neighbor ($k$-NN) are true in a classification setting, and for all $k$? Select all that apply.\n",
    "1. The decision boundary of the k-NN classifier is linear.\n",
    "2. The training error of a 1-NN will always be lower than that of 5-NN.\n",
    "3. The test error of a 1-NN will always be lower than that of a 5-NN.\n",
    "4. The time needed to classify a test example with the k-NN classifier grows with the size of the training set.\n",
    "5. None of the above.\n",
    "\n",
    "$\\color{blue}{\\textit Your Answer:}$\n",
    "`1`, `4`\n",
    "\n",
    "$\\color{blue}{\\textit Your Explanation:}$\n",
    "\n",
    "`1`: every segment is locally linear\n",
    "\n",
    "`2,3`: it depends\n",
    "\n",
    "`4`: sure\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
